{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_colwidth', -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using Keras version: 2.2.4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'0.6.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import ktrain\n",
    "ktrain.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 1: Get Raw Document Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 20newsgroups\n",
    "from sklearn.datasets import fetch_20newsgroups\n",
    "\n",
    "# we only want to keep the body of the documents!\n",
    "remove = ('headers', 'footers', 'quotes')\n",
    "\n",
    "# fetch train and test data\n",
    "newsgroups_train = fetch_20newsgroups(subset='train', remove=remove)\n",
    "newsgroups_test = fetch_20newsgroups(subset='test', remove=remove)\n",
    "\n",
    "# compile the texts\n",
    "texts = newsgroups_train.data +  newsgroups_test.data\n",
    "\n",
    "# let's also store the newsgroup category associated with each document\n",
    "# we can display this information in visualizations\n",
    "targets = [target for target in list(newsgroups_train.target) + list(newsgroups_test.target)]\n",
    "categories = [newsgroups_train.target_names[target] for target in targets]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 2: Train an LDA Topic Model to Discover Topics\n",
    "\n",
    "The `get_topic_model` function learns a [topic model](https://en.wikipedia.org/wiki/Topic_model) using [Latent Dirichlet Allocation (LDA)](https://en.wikipedia.org/wiki/Latent_Dirichlet_allocation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_topics automatically set to 97\n",
      "preprocessing texts...\n",
      "fitting model...\n",
      "iteration: 1 of max_iter: 5\n",
      "iteration: 2 of max_iter: 5\n",
      "iteration: 3 of max_iter: 5\n",
      "iteration: 4 of max_iter: 5\n",
      "iteration: 5 of max_iter: 5\n",
      "done.\n",
      "CPU times: user 16min 18s, sys: 42min 45s, total: 59min 3s\n",
      "Wall time: 1min 58s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "tm = ktrain.text.get_topic_model(texts, n_features=10000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " We can examine the discovered topics using `print_topics`, `get_topics`, or `topics`.  Here, we will use `print_topics`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "topic 0 | tape adam tim case moved bag quote mass marked zionism\n",
      "topic 1 | image jpeg images format programs tiff files jfif save lossless\n",
      "topic 2 | alternative movie film static cycles films philips dynamic hou phi\n",
      "topic 3 | hell humans poster frank reality kent gerard gant eternal bell\n",
      "topic 4 | air phd chz kit cbc ups w-s rus w47 mot\n",
      "topic 5 | dog math great figure poster couldn don trying rushdie fatwa\n",
      "topic 6 | collaboration nazi fact end expression germany philly world certified moore\n",
      "topic 7 | gif points scale postscript mirror plane rendering algorithm polygon rayshade\n",
      "topic 8 | fonts font shell converted iii characters slight composite breaks compress\n",
      "topic 9 | power station supply options option led light tank plastic wall\n",
      "topic 10 | transmission rider bmw driver automatic shift gear japanese stick highway\n",
      "topic 11 | tyre ezekiel ruler hernia appeared appointed supreme man land power\n",
      "topic 12 | space nasa earth data launch surface solar moon mission planet\n",
      "topic 13 | israel jews jewish israeli arab peace war arabs palestinian kuwait\n",
      "topic 14 | olvwm xremote animals kinds roughing toolkit close corp glenn imakefile\n",
      "topic 15 | medical health disease cancer patients drug treatment drugs aids study\n",
      "topic 16 | biden chip gear like information number automatic mode insurance know\n",
      "topic 17 | graphics zip amiga shareware formats ftp gif program sgi convert\n",
      "topic 18 | brilliant mail did god coming christianity people got ideas reading\n",
      "topic 19 | black red white blue green cross wires lines helmet mask\n",
      "topic 20 | car engine cars miles clutch new ford rear slip road\n",
      "topic 21 | list mailing service model small large lists radar available major\n",
      "topic 22 | key encryption chip keys clipper phone security use government privacy\n",
      "topic 23 | talking pit nyr stl phi edm mtl wsh hfd cgy\n",
      "topic 24 | signal input switch connected circuit audio noise output control voltage\n",
      "topic 25 | stuff deleted die posting beware fantastic motives authentic reluctant hope\n",
      "topic 26 | adams douglas dc-x garrett ingres tin sdio incremental mcdonnell guide\n",
      "topic 27 | men homosexual homosexuality women gay sexual homosexuals male kinsey pop\n",
      "topic 28 | usual leo rs-232 martian reading cooperative unmanned somalia decompress visited\n",
      "topic 29 | edu university information send new computer research mail internet address\n",
      "topic 30 | reserve naval marine ret commission one-way irgun prior closure facilities\n",
      "topic 31 | state intelligence militia units army zone georgia sam croats belongs\n",
      "topic 32 | says article pain known warning doctor stone bug kidney response\n",
      "topic 33 | faq rsa ripem lights yes patent nist management wax cipher\n",
      "topic 34 | wolverine comics hulk appearance special liefeld sabretooth incredible hobgoblin x-force\n",
      "topic 35 | software ram worth cycles controller available make dram dynamic situation\n",
      "topic 36 | religion people religious catalog bobby used driven involved long like\n",
      "topic 37 | intel sites experiment ftp does know family good like mrs\n",
      "topic 38 | armenian people army russian turkish genocide armenians ottoman turks jews\n",
      "topic 39 | theft geo available face couldn cover sony people number shop\n",
      "topic 40 | christianity did exists mail matter mind tool status god reading\n",
      "topic 41 | propane probe earth orbit orbiter titan cassini space atmosphere gravity\n",
      "topic 42 | people government right think rights law make public fbi don\n",
      "topic 43 | god people does say believe bible true think evidence religion\n",
      "topic 44 | mov phone south key war supply push left just registered\n",
      "topic 45 | period goal pts play chicago pittsburgh buffalo shots new blues\n",
      "topic 46 | game team games year hockey season players player baseball league\n",
      "topic 47 | speed dod student technician just hits right note giant light\n",
      "topic 48 | sex marriage relationship family married couple depression pregnancy childhood trademark\n",
      "topic 49 | protects rejecting com4 couple decides taking connect unc nearest richer\n",
      "topic 50 | president states united american national press april washington america white\n",
      "topic 51 | card memory windows board ram bus drivers driver cpu problem\n",
      "topic 52 | window application manager display button xterm path widget event resources\n",
      "topic 53 | cable win van det bos tor cal nyi chi buf\n",
      "topic 54 | americans baltimore rochester cape springfield moncton providence utica binghamton adirondack\n",
      "topic 55 | color monitor screen mouse video colors resolution vga colour monitors\n",
      "topic 56 | option power ssf flights capability module redesign missions station options\n",
      "topic 57 | body father son vitamin diet day cells cell form literature\n",
      "topic 58 | max g9v b8f a86 bhj giz bxn biz qax b4q\n",
      "topic 59 | bit fast chip ibm faster mode chips scsi-2 speeds quadra\n",
      "topic 60 | book books law adl islam islamic iran media bullock muslims\n",
      "topic 61 | armenian russian turkish ottoman people army armenians genocide war turks\n",
      "topic 62 | oscillator partition tune nun umumiye nezareti mecmuasi muharrerat-i evrak version\n",
      "topic 63 | tongues seat est didn raise copied lazy schemes adapter leap\n",
      "topic 64 | com object jim app function motorola heterosexual objects pointers encountered\n",
      "topic 65 | effective boy projects grow jason ain dump keyboards vastly grants\n",
      "topic 66 | armenian people russian armenians turks ottoman army turkish genocide muslim\n",
      "topic 67 | mac apple pin ground wire quicktime macs pins connector simms\n",
      "topic 68 | bastard turning likes hooks notions turks cited proud pointers chuck\n",
      "topic 69 | bought dealer cost channel replaced face sony stereo warranty tube\n",
      "topic 70 | myers food reaction msg writes loop eat dee effects taste\n",
      "topic 71 | lander contradiction reconcile apparent somebody supplement essential needs produce insulin\n",
      "topic 72 | re-boost systems virginia voice unix input ken easily summary developing\n",
      "topic 73 | block tests suck shadow dte screws macedonia sunlight fin message\n",
      "topic 74 | jesus church christ god lord holy spirit mary shall heaven\n",
      "topic 75 | gun number year guns rate insurance police years new firearms\n",
      "topic 76 | rule automatically characteristic wider thumb recommendation inline mr2 halfway width\n",
      "topic 77 | drive disk hard scsi drives controller floppy ide master transfer\n",
      "topic 78 | stephanopoulos water gas oil heat energy hot temperature cold nuclear\n",
      "topic 79 | like know does use don just good thanks need want\n",
      "topic 80 | starters mlb mov higher signing left accessible argument viola teams\n",
      "topic 81 | entry rules info define entries year int printf include contest\n",
      "topic 82 | price new sale offer sell condition shipping interested asking prices\n",
      "topic 83 | issue germany title magazine german cover race generation origin nazi\n",
      "topic 84 | armenian armenians people turkish war said killed children russian turkey\n",
      "topic 85 | dos windows software comp library os/2 version microsoft applications code\n",
      "topic 86 | probe space launch titan earth cassini orbiter orbit atmosphere mission\n",
      "topic 87 | housed throws fills daylight occurring activities adjacent presenting punish occuring\n",
      "topic 88 | statement folk raids thor disarmed anatolia polygon inria arrive smehlik\n",
      "topic 89 | sound steve pro convert ati ultra fahrenheit orchid hercules blaster\n",
      "topic 90 | joke tricky wearing golden trickle seen geneva csh course caesar\n",
      "topic 91 | moral objective values morality child defined bank definition wrong different\n",
      "topic 92 | files file edu ftp available version server data use sun\n",
      "topic 93 | catalog tons seal ordering kawasaki tools fax free ultraviolet packages\n",
      "topic 94 | file program error output use section line code command problem\n",
      "topic 95 | power ssf module capability option flights redesign missions human station\n",
      "topic 96 | just don think know like time did going didn people\n"
     ]
    }
   ],
   "source": [
    "tm.print_topics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above, we can immediately get a feel for what kinds of subjects are discussed within this dataset.  For instsance, Topic \\#13 appears to be about the Middle East with labels: \"*israel jews jewish israeli arab peace*\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 3: Compute the Document-Topic Matrix\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done.\n",
      "CPU times: user 1min 27s, sys: 3min 26s, total: 4min 53s\n",
      "Wall time: 12.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "tm.build(texts, threshold=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the `build` method prunes documents based on threshold, we should prune the original data and any metadata in a similar way for consistency.  This can be accomplished with the `filter` method. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = tm.filter(texts)\n",
    "categories = tm.filter(categories)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is useful to ensure all data and metadata are aligned with the same array indices in case we want to use them later (e.g., in visualizations, for example)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 4: Inspect and Visualize Topics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's list the topics by document count:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "topic:79 | count:3782 | like know does use don just good thanks need want\n",
      "topic:96 | count:3643 | just don think know like time did going didn people\n",
      "topic:43 | count:1599 | god people does say believe bible true think evidence religion\n",
      "topic:42 | count:1246 | people government right think rights law make public fbi don\n",
      "topic:51 | count:900 | card memory windows board ram bus drivers driver cpu problem\n",
      "topic:46 | count:782 | game team games year hockey season players player baseball league\n",
      "topic:92 | count:597 | files file edu ftp available version server data use sun\n",
      "topic:29 | count:399 | edu university information send new computer research mail internet address\n",
      "topic:82 | count:371 | price new sale offer sell condition shipping interested asking prices\n",
      "topic:84 | count:312 | armenian armenians people turkish war said killed children russian turkey\n",
      "topic:12 | count:296 | space nasa earth data launch surface solar moon mission planet\n",
      "topic:22 | count:283 | key encryption chip keys clipper phone security use government privacy\n",
      "topic:75 | count:236 | gun number year guns rate insurance police years new firearms\n",
      "topic:15 | count:157 | medical health disease cancer patients drug treatment drugs aids study\n",
      "topic:94 | count:152 | file program error output use section line code command problem\n",
      "topic:74 | count:146 | jesus church christ god lord holy spirit mary shall heaven\n",
      "topic:45 | count:123 | period goal pts play chicago pittsburgh buffalo shots new blues\n",
      "topic:13 | count:104 | israel jews jewish israeli arab peace war arabs palestinian kuwait\n",
      "topic:77 | count:75 | drive disk hard scsi drives controller floppy ide master transfer\n",
      "topic:85 | count:58 | dos windows software comp library os/2 version microsoft applications code\n",
      "topic:21 | count:46 | list mailing service model small large lists radar available major\n",
      "topic:52 | count:29 | window application manager display button xterm path widget event resources\n",
      "topic:20 | count:28 | car engine cars miles clutch new ford rear slip road\n",
      "topic:27 | count:22 | men homosexual homosexuality women gay sexual homosexuals male kinsey pop\n",
      "topic:19 | count:19 | black red white blue green cross wires lines helmet mask\n",
      "topic:53 | count:16 | cable win van det bos tor cal nyi chi buf\n",
      "topic:78 | count:16 | stephanopoulos water gas oil heat energy hot temperature cold nuclear\n",
      "topic:91 | count:14 | moral objective values morality child defined bank definition wrong different\n",
      "topic:24 | count:13 | signal input switch connected circuit audio noise output control voltage\n",
      "topic:60 | count:12 | book books law adl islam islamic iran media bullock muslims\n",
      "topic:17 | count:12 | graphics zip amiga shareware formats ftp gif program sgi convert\n",
      "topic:32 | count:12 | says article pain known warning doctor stone bug kidney response\n",
      "topic:55 | count:12 | color monitor screen mouse video colors resolution vga colour monitors\n",
      "topic:59 | count:11 | bit fast chip ibm faster mode chips scsi-2 speeds quadra\n",
      "topic:58 | count:10 | max g9v b8f a86 bhj giz bxn biz qax b4q\n",
      "topic:70 | count:10 | myers food reaction msg writes loop eat dee effects taste\n",
      "topic:81 | count:9 | entry rules info define entries year int printf include contest\n",
      "topic:54 | count:8 | americans baltimore rochester cape springfield moncton providence utica binghamton adirondack\n",
      "topic:50 | count:8 | president states united american national press april washington america white\n",
      "topic:9 | count:8 | power station supply options option led light tank plastic wall\n",
      "topic:34 | count:8 | wolverine comics hulk appearance special liefeld sabretooth incredible hobgoblin x-force\n",
      "topic:67 | count:7 | mac apple pin ground wire quicktime macs pins connector simms\n",
      "topic:3 | count:6 | hell humans poster frank reality kent gerard gant eternal bell\n",
      "topic:25 | count:6 | stuff deleted die posting beware fantastic motives authentic reluctant hope\n",
      "topic:4 | count:5 | air phd chz kit cbc ups w-s rus w47 mot\n",
      "topic:64 | count:5 | com object jim app function motorola heterosexual objects pointers encountered\n",
      "topic:47 | count:5 | speed dod student technician just hits right note giant light\n",
      "topic:8 | count:4 | fonts font shell converted iii characters slight composite breaks compress\n",
      "topic:7 | count:4 | gif points scale postscript mirror plane rendering algorithm polygon rayshade\n",
      "topic:0 | count:3 | tape adam tim case moved bag quote mass marked zionism\n",
      "topic:33 | count:3 | faq rsa ripem lights yes patent nist management wax cipher\n",
      "topic:83 | count:2 | issue germany title magazine german cover race generation origin nazi\n",
      "topic:89 | count:2 | sound steve pro convert ati ultra fahrenheit orchid hercules blaster\n",
      "topic:65 | count:2 | effective boy projects grow jason ain dump keyboards vastly grants\n",
      "topic:69 | count:1 | bought dealer cost channel replaced face sony stereo warranty tube\n",
      "topic:48 | count:1 | sex marriage relationship family married couple depression pregnancy childhood trademark\n",
      "topic:31 | count:1 | state intelligence militia units army zone georgia sam croats belongs\n",
      "topic:57 | count:1 | body father son vitamin diet day cells cell form literature\n",
      "topic:10 | count:1 | transmission rider bmw driver automatic shift gear japanese stick highway\n",
      "topic:76 | count:1 | rule automatically characteristic wider thumb recommendation inline mr2 halfway width\n"
     ]
    }
   ],
   "source": [
    "tm.print_topics(show_counts=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The topic with the most documents appears to be conversational questions, replies, and comments that aren't focused on a particular subject.  Other topics are focused on specific domains (e.g., topic 27 with label \"*jews israel jewish israeli arab muslims palestinian peace arabs land*\").\n",
    "\n",
    "Notice that some topics contain only a few documents (e.g., topic \\#48 about sex, marriage, and relationships).  This is typically an indication that this topic is mentioned within documents that also mention other topics prominently (e.g., topics about government policy vs. individual rights)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize the corpus:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reducing to 2 dimensions...[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 15644 samples in 0.048s...\n",
      "[t-SNE] Computed neighbors for 15644 samples in 36.032s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 8000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 9000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 10000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 11000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 12000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 13000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 14000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 15000 / 15644\n",
      "[t-SNE] Computed conditional probabilities for sample 15644 / 15644\n",
      "[t-SNE] Mean sigma: 0.071015\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 87.022636\n",
      "[t-SNE] KL divergence after 1000 iterations: 1.863021\n",
      "done.\n"
     ]
    },
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       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n",
       "  var css_urls = [];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n  var css_urls = [];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"0a44e390-cb31-4224-9e2c-afd086fa69bb\" data-root-id=\"1004\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float32\",\"shape\":[15644]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"shape\":[15644]}},\"selected\":{\"id\":\"1049\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1048\",\"type\":\"UnionRenderers\"}},\"id\":\"1002\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"text\":\"Document Visualization\"},\"id\":\"1005\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1003\",\"type\":\"HoverTool\"},{\"id\":\"1025\",\"type\":\"SaveTool\"},{\"id\":\"1026\",\"type\":\"PanTool\"},{\"id\":\"1027\",\"type\":\"WheelZoomTool\"},{\"id\":\"1028\",\"type\":\"BoxZoomTool\"},{\"id\":\"1029\",\"type\":\"ResetTool\"}]},\"id\":\"1030\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"1002\",\"type\":\"ColumnDataSource\"}},\"id\":\"1041\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"1007\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1039\",\"type\":\"Circle\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1047\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"1009\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1038\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1011\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1048\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"Selection\"},{\"attributes\":{\"formatter\":{\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1016\",\"type\":\"BasicTicker\"}},\"id\":\"1015\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1002\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1038\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1039\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1041\",\"type\":\"CDSView\"}},\"id\":\"1040\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1016\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"1016\",\"type\":\"BasicTicker\"}},\"id\":\"1019\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1045\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1021\",\"type\":\"BasicTicker\"}},\"id\":\"1020\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1021\",\"type\":\"BasicTicker\"}},\"id\":\"1024\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"SaveTool\"}],\"root_ids\":[\"1004\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"60baa885-2f27-4e20-b650-f3ec9c6d224c\",\"roots\":{\"1004\":\"0a44e390-cb31-4224-9e2c-afd086fa69bb\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1004"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tm.visualize_documents(doc_topics=tm.get_doctopics())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top-ranked document for the topic \\#74, which is about Christianity:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For the Lord Himself will descend from Heaven with a shout, with the voice\n",
      "of an archangel, and with the trumpet of God. And the dead in Christ will\n",
      "rise first. Then we who are alive and remain will be caught up together\n",
      "to meet the Lord in the air. And thus we shall always be with the Lord.\n"
     ]
    }
   ],
   "source": [
    "print(tm.get_docs(topic_ids=[74], rank=True)[0][0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize the \"Christinaity\" topic (`topic_id=48`) and the \"Medical\" topic (`topic_id=15`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reducing to 2 dimensions...[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 303 samples in 0.001s...\n",
      "[t-SNE] Computed neighbors for 303 samples in 0.014s...\n",
      "[t-SNE] Computed conditional probabilities for sample 303 / 303\n",
      "[t-SNE] Mean sigma: 0.116946\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 57.464523\n",
      "[t-SNE] KL divergence after 1000 iterations: 0.429532\n",
      "done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1098\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1098\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1098\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1098' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n",
       "  var css_urls = [];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1098\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1098\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1098\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1098' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n  var css_urls = [];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1098\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"2802a7b0-3113-408a-90fe-9857af1054a1\" data-root-id=\"1101\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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Visualization\"},\"id\":\"1102\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"index\",\"$index\"],[\"(x,y)\",\"($x,$y)\"],[\"topic\",\"@topic\"]]},\"id\":\"1100\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1118\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1099\",\"type\":\"ColumnDataSource\"}},\"id\":\"1138\",\"type\":\"CDSView\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1118\",\"type\":\"BasicTicker\"}},\"id\":\"1121\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1100\",\"type\":\"HoverTool\"},{\"id\":\"1122\",\"type\":\"SaveTool\"},{\"id\":\"1123\",\"type\":\"PanTool\"},{\"id\":\"1124\",\"type\":\"WheelZoomTool\"},{\"id\":\"1125\",\"type\":\"BoxZoomTool\"},{\"id\":\"1126\",\"type\":\"ResetTool\"}]},\"id\":\"1127\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1122\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1126\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1150\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1118\",\"type\":\"BasicTicker\"}},\"id\":\"1117\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"1152\",\"type\":\"BoxAnnotation\"}},\"id\":\"1125\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1113\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1136\",\"type\":\"Circle\"}],\"root_ids\":[\"1101\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"07b80c95-eefd-46db-9b30-2087c945f32f\",\"roots\":{\"1101\":\"2802a7b0-3113-408a-90fe-9857af1054a1\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1101"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "doc_topics = tm.get_doctopics(topic_ids=[15, 74])\n",
    "tm.visualize_documents(doc_topics=doc_topics)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 5: Predicting the Topics of New Documents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `predict` method can predict the topic probability distribution for any arbitrary document directly from raw text:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.65009096, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.06185567, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n",
       "        0.00303214, 0.00303214]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tm.predict(['Elon Musk leads Space Exploration Technologies (SpaceX), where he oversees '  +\n",
    "            'the development and manufacturing of advanced rockets and spacecraft for missions ' +\n",
    "            'to and beyond Earth orbit.'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the highest topic probability for this sentence is from topic \\#12 (third row and third column), which is about space and related things:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'space nasa earth data launch surface solar moon mission planet'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tm.topics[ np.argmax(tm.predict(['Elon Musk leads Space Exploration Technologies (SpaceX), where he oversees '  +\n",
    "            'the development and manufacturing of advanced rockets and spacecraft for missions ' +\n",
    "            'to and beyond Earth orbit.']))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving and Restoring the Topic Model\n",
    "\n",
    "The topic model can be saved and restored as follows.\n",
    "\n",
    "**Save the Topic Model:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "tm.save('/tmp/tm')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Restore the Topic Model and Rebuild the Document-Topic Matrix**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done.\n"
     ]
    }
   ],
   "source": [
    "tm = ktrain.text.load_topic_model('/tmp/tm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done.\n"
     ]
    }
   ],
   "source": [
    "tm.build(texts, threshold=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'space nasa earth data launch surface solar moon mission planet'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tm.topics[ np.argmax(tm.predict(['Elon Musk leads Space Exploration Technologies (SpaceX), where he oversees '  +\n",
    "            'the development and manufacturing of advanced rockets and spacecraft for missions ' +\n",
    "            'to and beyond Earth orbit.']))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
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